The EvaluateNamedEntityFinderPartition invokes the EvaluateNamedEntityFinderRow function, which takes as input the test data (nermem_sports_test). The test set is a collection of sports news, similar to the training data. The function evaluates the efficacy in terms of the precision, recall and f-measure value of the maximum entropy data model location.sports (from TrainNamedEntityFinder).